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Exam Professional Machine Learning Engineer All Questions

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Exam Professional Machine Learning Engineer topic 1 question 284 discussion

Actual exam question from Google's Professional Machine Learning Engineer
Question #: 284
Topic #: 1
[All Professional Machine Learning Engineer Questions]

You have a custom job that runs on Vertex AI on a weekly basis. The job is implemented using a proprietary ML workflow that produces the datasets, models, and custom artifacts, and sends them to a Cloud Storage bucket. Many different versions of the datasets and models were created. Due to compliance requirements, your company needs to track which model was used for making a particular prediction, and needs access to the artifacts for each model. How should you configure your workflows to meet these requirements?

  • A. Use the Vertex AI Metadata API inside the custom job to create context, execution, and artifacts for each model, and use events to link them together.
  • B. Create a Vertex AI experiment, and enable autologging inside the custom job.
  • C. Configure a TensorFlow Extended (TFX) ML Metadata database, and use the ML Metadata API.
  • D. Register each model in Vertex AI Model Registry, and use model labels to store the related dataset and model information.
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Suggested Answer: A 🗳️

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omermahgoub
6 months, 2 weeks ago
Selected Answer: A
Track Lineage with Vertex AI Metadata API
upvoted 4 times
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emsherff
6 months, 2 weeks ago
Selected Answer: A
A - Vertex AI Metadata API provides low-level primitives for creating custom metadata entities and relationships (contexts, executions, artifacts, and events). B - Autologging might not capture all the custom artifacts your job produces.
upvoted 2 times
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guilhermebutzke
8 months, 1 week ago
Selected Answer: A
My Answer: A Focus on “Due to compliance requirements, your company needs to track which model was used for making a particular prediction” and “workflow that produces the datasets, models, and custom artifacts, and sends them to a Cloud Storage bucket”, use Vertex AI Metadata API is the best approach.
upvoted 4 times
pinimichele01
6 months, 1 week ago
where you find the question? do you pass the exam?
upvoted 1 times
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